This type of methods corrects the initial unsafe decision by projecting it back to the safe set. The projection can be constructed by the control barrier function [1]} with known dynamics, implicit safety index [2]} with hand-crafted energy function, or parametric linear model [3]} learned from past experiences. However, those approaches are sometimes under-performed regarding cumulative rewards since the correction only guarantees the feasibility but lacks the equivalence with optimality.
